Research Article
LSTM-Based Neural Network to Recognize Human Activities Using Deep Learning Techniques
Algorithm 1
Removing duplicate image frames
(i) | Prerequisites: Generate image frames from input images and store them for further process. | (ii) | Step 1. Iterate through all the images of a directory | (iii) | Step 2. Generate the file hash using MD5 method for each image by dividing n-bit state into bit words and label it. | (iv) | Step 3. Perform four stage n-bit message block process using nonlinear function F and store it in a list. | (v) | Step 4. Verify the image hash value in hash keys list. | (vi) | Step 5. If exists, mark the image as duplicate. | (vii) | Step 6. Remove the image from the dataset. | (viii) | Step 7. Repeat the process from step 2 to step 6 for other dataset images |
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